Topic 02

AI Adoption and Business Decisions

How leaders evaluate AI investments, choose use cases, and define delegation boundaries.

5 essays · 4 decision cards

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Start from the question you have

The numbers are essay numbers; they do not indicate a reading order.

04Is AI worth the investment, and where should the released capacity go?Start withYou May Have Been Doing the Math on AI Wrong from the Start Decision Card 04
05A step is highly repetitive. Can it be handed to AI in full?Start withThe Work You Most Want to Hand Over to AI May Be the Work You Can Least Afford to Let Go Decision Card 05
09The policies and historical material are all supplied, yet AI still cannot take over?Start withEnterprise AI Gets Stuck on What “Everyone Already Knows”Decision Card 09
12AI shortened the schedule. Why am I more exhausted instead?Start withAI Shortened the Schedule—and Overloaded Me
13The same AI rollout. Why do departments react so differently?Start withWhy Do Departments React So Differently to the Same AI Rollout?Decision Card 13

How to keep reading

Follow a question onward, or read a related essay side by side.

How much of a business step goes to AI, and how do you state the requirements clearly?

05The Work You Most Want to Hand Over to AI May Be the Work You Can Least Afford to Let GoSet permissions and handoverRead on09Enterprise AI Gets Stuck on What “Everyone Already Knows”Organize the business judgment

Essay 05 decides which step AI takes first and where people take over. Essay 09 organizes the judgment behind the work you hand over.

How can employees tell whether AI is worth using, and why might they resist a company rollout?

13Why Do Departments React So Differently to the Same AI Rollout?Look at the distance between the work and AICompare14The Employees Who Use AI Best May Resist the Company’s AI Rollout MostLook at the employee’s own gains and risks

Essay 13 looks at the distance between AI and real work; Essay 14 looks at the gains and risks a rollout brings to employees. The two contrast different dimensions of judgment, not a fixed sequence.

Across topics

AI does more. Why has the company not become stronger?
This relation starts from essay 07; the full explanation is inOrganization and Management in the AI Era.

Everything in this topic

5 essays · 4 decision cards

Essays

13Why Do Departments React So Differently to the Same AI Rollout?September 24, 20267 min read
12AI Shortened the Schedule—and Overloaded MeSeptember 17, 20267 min read
09Enterprise AI Gets Stuck on What “Everyone Already Knows”September 3, 20266 min read
05The Work You Most Want to Hand Over to AI May Be the Work You Can Least Afford to Let GoJuly 30, 20267 min read
04You May Have Been Doing the Math on AI Wrong from the StartJuly 24, 20267 min read

Cards

13Decision Card 13Departments react differently, and the key is whether AI can enter the core work of the role.Related essay
09Decision Card 09AI can see historical outcomes. It cannot see why people made those decisions.Related essay
05Decision Card 05Begin with business value: if this works, which metric will actually change?Related essay
04Decision Card 04Find the business bottleneck first. Then decide where the released capacity should go.Related essay